Name the product being observed
A model API completion is not automatically equivalent to a consumer product with web search. Record model version when exposed; otherwise mark it unknown.
LLM Visibility Audit
Separate model knowledge from search evidence.
Enter a URL to check its HTML metadata, canonical, indexing directives and the named crawler rules that language-model products read when they fetch a page. The free scan checks that public HTML; it does not measure what every language model knows about your brand.
What RankFortune checks
- Raw HTML metadata and declared canonical
- Generic and matching-agent indexing directives
- Named search, training and user-fetch robots preferences
- One sitemap candidate, internal links and JSON-LD syntax
What you get back
- Observed issues and unknown checks, kept separate
- Sources, timestamps, scope and versioned rules
- Verification steps; actual citations and conversions remain not measured
Avoid universal prescriptions
Useful source-backed content matters to readers, but there is no universal word count, FAQ quota or set of page types that proves an LLM will recommend it.
What happens after the scan
Review justified actions against the actual page goal. Add only truthful, applicable content or markup. The free scan does not crawl competitors, connect analytics or query target AI products; independent review and observations can proceed alongside it.
FAQ
Questions this audit answers
Does this scan measure actual AI visibility?
No. It is a public-page readiness review. The report marks actual AI mentions, citations and business outcomes as not measured.
Are FAQ, pricing and comparison pages mandatory?
No. They are only candidate content patterns. Their absence is not a failure or a reason to publish low-value variations.
Can I compare two scans?
Compare the same final URL and rule version, with the same intended scope. Preserve unknown states and confirm important changes with the appropriate external evidence.
Related checks
Continue with the next scoped check.
Every page below runs the same versioned one-URL scan from a different starting question.
AI Visibility Audit for Websites
Review search readiness with inspectable evidence.
AI Search Visibility Checker
Inspect AI-search preparation, not an invented visibility score.
ChatGPT Visibility Checker
Review public-page readiness for ChatGPT Search.
Perplexity Visibility Checker
Inspect Perplexity search-rule evidence for one URL.
Reddit and Community Evidence Review
Plan an honest community-source review.
AI Agent Observability Website Review
Review the public evidence for your agent-observability product.
AI Overviews Visibility Checker
Review Google AI search prerequisites and unknowns.
GEO Audit Tool
Turn SEO + GEO evidence into scoped actions.
Methodology
Read the versioned evidence method.
Sample report